{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Using Variational Autoencoder to Generate Digital Numbers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Variational Autoencoders (VAEs) are very popular approaches to unsupervised learning of complicated distributions. In this example, we are going to use VAE to generate digital numbers."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Standard Autoencoder](./standard_autoencoder.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In standard Autoencoder, we have an encoder network that takes in the original image and encode it into a vector of latent variables and a decoder network that takes in the latent vector and output an generated image that we hope to look similar to the original image."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![vae](./vae.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In VAE, we constrain the latent variable to be unit gaussian, so that we can sample latent variables from a unit gaussian distribution, then use the decoder network to generate images.\n",
    "\n",
    "So, we get the architecture above. Instead of generate the latent varibles directly, the encoder network output a mean vector and a variance (or log-variance) vector, and the decoder takes the sampled latent vector to generate the output image. And we add penalty on the latent distribution's KL Divergence to a unit gaussian distribution."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define the Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# a bit of setup\n",
    "import numpy as np\n",
    "from bigdl.nn.criterion import *\n",
    "from bigdl.dataset import mnist\n",
    "from zoo.pipeline.api.keras.layers import *\n",
    "from zoo.pipeline.api.keras.models import Model\n",
    "from zoo.pipeline.api.keras.utils import *\n",
    "import datetime as dt\n",
    "\n",
    "IMAGE_SIZE = 784\n",
    "IMAGE_ROWS = 28\n",
    "IMAGE_COLS = 28\n",
    "IMAGE_CHANNELS = 1\n",
    "latent_size = 2\n",
    "\n",
    "from zoo.common.nncontext import *\n",
    "sc = init_nncontext(\"Variational Autoencoder Example\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are going to use a simple cnn network as our encoder and decoder. In decoder, we use SpatialFullConvolution (aka deconvolution or convolution transpose) layer to upsample the image to the original resolution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_encoder(latent_size):\n",
    "    input0 = Input(shape=(IMAGE_CHANNELS, IMAGE_COLS, IMAGE_ROWS))\n",
    "    \n",
    "    #CONV\n",
    "    conv1 = Convolution2D(16, 5, 5, input_shape=(IMAGE_CHANNELS, IMAGE_ROWS, IMAGE_COLS), border_mode='same',\n",
    "                          subsample=(2, 2))(input0)\n",
    "    relu1 = LeakyReLU()(conv1)\n",
    "    conv2 = Convolution2D(32, 5, 5, input_shape=(16, 14, 14), border_mode='same', subsample=(2, 2))(relu1)\n",
    "    relu2 = LeakyReLU()(conv2)  # 32,7,7\n",
    "    reshape = Flatten()(relu2)\n",
    "    \n",
    "    #fully connected to output mean vector and log-variance vector\n",
    "    reshape = Reshape([7*7*32])(relu2)\n",
    "    z_mean = Dense(latent_size)(reshape)\n",
    "    z_log_var = Dense(latent_size)(reshape)\n",
    "    model = Model([input0],[z_mean,z_log_var])\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_decoder(latent_size):\n",
    "    input0 = Input(shape=(latent_size,))\n",
    "    reshape0 = Dense(1568)(input0)\n",
    "    reshape1 = Reshape((32, 7, 7))(reshape0)\n",
    "    relu0 = Activation('relu')(reshape1)\n",
    "    \n",
    "    # use resize and conv layer instead of deconv layer\n",
    "    resize1 = ResizeBilinear(14,14)(relu0)\n",
    "    deconv1 = Convolution2D(16, 5, 5, subsample=(1, 1), activation='relu', border_mode = 'same', input_shape=(32, 14, 14))(resize1)\n",
    "    resize2 = ResizeBilinear(28,28)(deconv1)\n",
    "    deconv2 = Convolution2D(1, 5, 5, subsample=(1, 1), input_shape=(16, 28, 28), border_mode = 'same')(resize2)\n",
    "    outputs = Activation('sigmoid')(deconv2)\n",
    "    \n",
    "    model = Model([input0],[outputs])\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_autoencoder(latent_size):\n",
    "    input0 = Input(shape=(IMAGE_CHANNELS, IMAGE_COLS, IMAGE_ROWS))\n",
    "    encoder = get_encoder(latent_size)(input0)\n",
    "    sample = GaussianSampler()(encoder)\n",
    "    decoder_model = get_decoder(latent_size)\n",
    "    decoder = decoder_model(sample)\n",
    "    model = Model([input0],[encoder,decoder])\n",
    "    return model,decoder_model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createZooKerasInput\n",
      "creating: createZooKerasInput\n",
      "creating: createZooKerasConvolution2D\n",
      "creating: createZooKerasLeakyReLU\n",
      "creating: createZooKerasConvolution2D\n",
      "creating: createZooKerasLeakyReLU\n",
      "creating: createZooKerasFlatten\n",
      "creating: createZooKerasReshape\n",
      "creating: createZooKerasDense\n",
      "creating: createZooKerasDense\n",
      "creating: createZooKerasModel\n",
      "creating: createZooKerasGaussianSampler\n",
      "creating: createZooKerasInput\n",
      "creating: createZooKerasDense\n",
      "creating: createZooKerasReshape\n",
      "creating: createZooKerasActivation\n",
      "creating: createZooKerasResizeBilinear\n",
      "creating: createZooKerasConvolution2D\n",
      "creating: createZooKerasResizeBilinear\n",
      "creating: createZooKerasConvolution2D\n",
      "creating: createZooKerasActivation\n",
      "creating: createZooKerasModel\n",
      "creating: createZooKerasModel\n"
     ]
    }
   ],
   "source": [
    "autoencoder,decoder_model = get_autoencoder(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get the MNIST Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_mnist(sc, mnist_path):\n",
    "    (train_images, train_labels) = mnist.read_data_sets(mnist_path, \"train\")\n",
    "    train_images = np.reshape(train_images, (60000, 1, 28, 28))\n",
    "    rdd_train_images = sc.parallelize(train_images)\n",
    "\n",
    "    rdd_train_sample = rdd_train_images.map(lambda img:\n",
    "                                        Sample.from_ndarray(\n",
    "                                        (img > 128) * 1.0,\n",
    "                                        [(img > 128) * 1.0, (img > 128) * 1.0]))\n",
    "    return rdd_train_sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('Extracting', 'datasets/mnist/train-images-idx3-ubyte.gz')\n",
      "('Extracting', 'datasets/mnist/train-labels-idx1-ubyte.gz')\n"
     ]
    }
   ],
   "source": [
    "mnist_path = \"datasets/mnist\" # please replace this\n",
    "\n",
    "train_data = get_mnist(sc, mnist_path)\n",
    "# (train_images, train_labels) = mnist.read_data_sets(mnist_path, \"train\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define our Training Objective"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `size_average` parameter in BCECriterion should be False, because when `size_average` is True, the negative_log_likelyhood computed in BCECriterion is average over each observations **as well as dimensions**, while in the `KLDCriterion` the KL-Divergence is **sumed over each observations**, the loss woule be wrong."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createParallelCriterion\n",
      "creating: createKLDCriterion\n",
      "creating: createBCECriterion\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<bigdl.nn.criterion.ParallelCriterion at 0x7f81a1c302d0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "batch_size = 100\n",
    "criterion = ParallelCriterion()\n",
    "criterion.add(KLDCriterion(), 1.0)\n",
    "criterion.add(BCECriterion(size_average=False), 1.0/batch_size)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compile the Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createAdam\n",
      "('Saving logs to ', 'vae-digits-20180607-162346')\n"
     ]
    }
   ],
   "source": [
    "autoencoder.compile(optimizer=Adam(0.001), loss=criterion)\n",
    "\n",
    "import os\n",
    "if not os.path.exists(\"./log\"):\n",
    "    os.makedirs(\"./log\")\n",
    "                \n",
    "app_name='vae-digits-'+dt.datetime.now().strftime(\"%Y%m%d-%H%M%S\")\n",
    "autoencoder.set_tensorboard(log_dir='./log/',app_name=app_name)\n",
    "\n",
    "print(\"Saving logs to \", app_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Start Training"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This step may take a while depending on your system."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "autoencoder.fit(x=train_data,\n",
    "                batch_size=batch_size,\n",
    "                nb_epoch = 6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's show the learning curve."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "import matplotlib\n",
    "matplotlib.use('Agg')\n",
    "%pylab inline\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.pyplot import imshow\n",
    "import numpy as np\n",
    "import datetime as dt\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createTrainSummary\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'loss')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_summary = TrainSummary('./log/', app_name)\n",
    "loss = np.array(train_summary.read_scalar(\"Loss\"))\n",
    "plt.figure(figsize = (12,12))\n",
    "plt.plot(loss[:,0],loss[:,1],label='loss')\n",
    "plt.xlim(0,loss.shape[0]+10)\n",
    "plt.grid(True)\n",
    "plt.title(\"loss\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can also open tensorboard to see this curve."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sample Some Images from the Decoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f818c480790>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.pyplot import imshow\n",
    "\n",
    "img = np.column_stack([decoder_model.forward(np.random.randn(1,2)).reshape(28,28) for s in range(8)])\n",
    "imshow(img, cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explore the Latent Space"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This code snippet references this keras example (https://github.com/keras-team/keras/blob/master/examples/variational_autoencoder.py)\n",
    "from scipy.stats import norm\n",
    "# display a 2D manifold of the digits\n",
    "n = 15  # figure with 15x15 digits\n",
    "digit_size = 28\n",
    "figure = np.zeros((digit_size * n, digit_size * n))\n",
    "# linearly spaced coordinates on the unit square were transformed through the inverse CDF (ppf) of the Gaussian\n",
    "# to produce values of the latent variables z, since the prior of the latent space is Gaussian\n",
    "grid_x = norm.ppf(np.linspace(0.05, 0.95, n))\n",
    "grid_y = norm.ppf(np.linspace(0.05, 0.95, n))\n",
    "\n",
    "for i, yi in enumerate(grid_x):\n",
    "    for j, xi in enumerate(grid_y):\n",
    "        z_sample = np.array([[xi, yi]])\n",
    "        x_decoded = decoder_model.forward(z_sample)\n",
    "        digit = x_decoded.reshape(digit_size, digit_size)\n",
    "        figure[i * digit_size: (i + 1) * digit_size,\n",
    "               j * digit_size: (j + 1) * digit_size] = digit\n",
    "\n",
    "plt.figure(figsize=(10, 10))\n",
    "plt.imshow(figure, cmap='Greys_r')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
